

************ This program generates the results in Table A7, Panel B, of the paper: excluding k's living in the same municipality as the j linking them to i ********


clear all
set more off, permanently
cd "$localdir\Data"
global output "$localdir\Output"



******** Data to restrict to ks not living in the same municipality as the connecting j **************

use "i-j-k links for RF", clear

rename unique unique_i
rename unique_j unique
merge m:1 year unique using "Municipalities.dta"
drop if _merge==2
drop _merge

rename unique unique_j
rename muni muni_j

rename unique_k unique
merge m:1 year unique using "Municipalities.dta"
drop if _merge==2
drop _merge

rename unique unique_k
rename muni muni_k
rename unique_i unique

g same_muni_jk=(muni_j==muni_k) 

bysort year unique unique_k: egen same_muni_max=max(same_muni_jk)
drop if same_muni_max==1
drop same_muni_max muni_j muni_k

rename unique_k unique_network
keep year unique unique_network 
duplicates drop year unique unique_network, force

save "i-k with j-k muni restriction", replace








***************************************************** ASSESSMENT OF NATIONAL UNEMPLOYMENT RATE ******************************************************

* Outcome only available in 2011 and 2012

use "National Unemployment RF for Analysis - Last Year.dta", clear

* Merge in restricted i-k's 
merge 1:1 year unique unique_network using "i-k with j-k muni restriction"
keep if _merge==3
drop _merge

bysort unique year: egen grossunemp_enter_network_share=mean(grossunemp_enter_network)
drop *_network
duplicates drop unique year, force

tab year 

lab var grossunemp_enter_network_share "Unemployment shock (network share)"

replace unemp_rate_estimate=unemp_rate_estimate/100

* Results
display c(current_time)
reghdfe unemp_rate_estimate grossunemp_enter_network_share, absorb(both ind2_year ocp_year educ_year) cluster(muni)
sum unemp_rate_estimate if e(sample)==1
local mean_outcome=r(mean)
local sd_outcome=r(sd)
sum grossunemp_enter_network_share if e(sample)==1
local mean_shock=r(mean)
local sd_shock=r(sd)
outreg2 using "$output\TableA7_PanelB.xls", replace nocons nor ctitle("Guess national unemployment rate") bdec(3) sdec(3) adec(3) label keep(grossunemp_enter_network_share) ///
adds(Outcome mean,`mean_outcome', Outcome sd,`sd_outcome', Unemployment shock mean,`mean_shock',  Unemployment shock sd,`sd_shock')

display c(current_time)









***************************************************** FORECAST OF NATIONAL UNEMPLOYMENT RATE ******************************************************

* Outcome only available in 2011

use "National Unemployment Forecast RF for Analysis - Last Year.dta", clear

* Merge in restricted i-k's 
merge 1:1 year unique unique_network using "i-k with j-k muni restriction"
keep if _merge==3
drop _merge

bysort unique year: egen grossunemp_enter_network_share=mean(grossunemp_enter_network)
drop *_network
duplicates drop unique year, force

tab year 

lab var grossunemp_enter_network_share "Unemployment shock (network share)"

replace unemp_rate_estimate_next=unemp_rate_estimate_next/100

* Results
display c(current_time)
reghdfe unemp_rate_estimate_next grossunemp_enter_network_share, absorb(both ind2_year ocp_year educ_year) cluster(muni)
sum unemp_rate_estimate_next if e(sample)==1
local mean_outcome=r(mean)
local sd_outcome=r(sd)
sum grossunemp_enter_network_share if e(sample)==1
local mean_shock=r(mean)
local sd_shock=r(sd)
outreg2 using "$output\TableA7_PanelB.xls", append nocons nor ctitle("National unemployment rate expectation") bdec(3) sdec(3) adec(3) label keep(grossunemp_enter_network_share) ///
adds(Outcome mean,`mean_outcome', Outcome sd,`sd_outcome', Unemployment shock mean,`mean_shock',  Unemployment shock sd,`sd_shock')

display c(current_time)







***************************************************** UNEMPLOYMENT OUTCOMES - PROBABILITY ******************************************************

use "Unemployment Outcomes RF for Analysis - Last Year.dta", clear

* Merge in restricted i-k's 
merge 1:1 year unique unique_network using "i-k with j-k muni restriction"
keep if _merge==3
drop _merge

bysort unique year: egen grossunemp_enter_network_share=mean(grossunemp_enter_network)
drop *_network
duplicates drop unique year, force

tab year 

lab var grossunemp_enter_network_share "Unemployment shock (network share)"

replace prob_unemployed=prob_unemployed/100

* Results
display c(current_time)
reghdfe prob_unemployed grossunemp_enter_network_share, absorb(both ind2_year ocp_year educ_year) cluster(muni)
sum prob_unemployed if e(sample)==1
local mean_outcome=r(mean)
local sd_outcome=r(sd)
sum grossunemp_enter_network_share if e(sample)==1
local mean_shock=r(mean)
local sd_shock=r(sd)
outreg2 using "$output\TableA7_PanelB.xls", append nocons nor ctitle("Own unemployment expectation") bdec(3) sdec(3) adec(3) label keep(grossunemp_enter_network_share) ///
adds(Outcome mean,`mean_outcome', Outcome sd,`sd_outcome', Unemployment shock mean,`mean_shock',  Unemployment shock sd,`sd_shock')

display c(current_time)










***************************************************** UNEMPLOYMENT OUTCOMES - UI POLICY ******************************************************

use "UI Outcomes RF for Analysis - Last Year.dta", clear

* Merge in restricted i-k's 
merge 1:1 year unique unique_network using "i-k with j-k muni restriction"
keep if _merge==3
drop _merge

bysort unique year: egen grossunemp_enter_network_share=mean(grossunemp_enter_network)
drop *_network
duplicates drop unique year, force

tab year 

lab var grossunemp_enter_network_share "Unemployment shock (network share)"

* Results
display c(current_time)
reghdfe more_ui grossunemp_enter_network_share, absorb(both ind2_year ocp_year educ_year) cluster(muni)
sum more_ui if e(sample)==1
local mean_outcome=r(mean)
local sd_outcome=r(sd)
sum grossunemp_enter_network_share if e(sample)==1
local mean_shock=r(mean)
local sd_shock=r(sd)
outreg2 using "$output\TableA7_PanelB.xls", append nocons nor ctitle("Want more unemployment insurance") bdec(3) sdec(3) adec(3) label keep(grossunemp_enter_network_share) ///
adds(Outcome mean,`mean_outcome', Outcome sd,`sd_outcome', Unemployment shock mean,`mean_shock',  Unemployment shock sd,`sd_shock')

display c(current_time)








***************************************************** IDEOLOGY OUTCOMES ******************************************************

use "Ideology RF for Analysis - Last Year.dta", clear

* Merge in restricted i-k's 
merge 1:1 year unique unique_network using "i-k with j-k muni restriction"
keep if _merge==3
drop _merge

bysort unique year: egen grossunemp_enter_network_share=mean(grossunemp_enter_network)
drop *_network
duplicates drop unique year, force

tab year 

lab var grossunemp_enter_network_share "Unemployment shock (network share)"

* Results
display c(current_time)
reghdfe govt_more_help grossunemp_enter_network_share, absorb(both ind2_year ocp_year educ_year) cluster(muni)
sum govt_more_help if e(sample)==1
local mean_outcome=r(mean)
local sd_outcome=r(sd)
sum grossunemp_enter_network_share if e(sample)==1
local mean_shock=r(mean)
local sd_shock=r(sd)
outreg2 using "$output\TableA7_PanelB.xls", append nocons nor ctitle("Government should support the poor") bdec(3) sdec(3) adec(3) label keep(grossunemp_enter_network_share) ///
adds(Outcome mean,`mean_outcome', Outcome sd,`sd_outcome', Unemployment shock mean,`mean_shock',  Unemployment shock sd,`sd_shock')

display c(current_time)











***************************************************** ECONOMIC POLICY ******************************************************

* These questions were not asked in 2012

use "Economic Policy Outcomes RF for Analysis - Last Year.dta", clear

* Merge in restricted i-k's 
merge 1:1 year unique unique_network using "i-k with j-k muni restriction"
keep if _merge==3
drop _merge

bysort unique year: egen grossunemp_enter_network_share=mean(grossunemp_enter_network)
drop *_network
duplicates drop unique year, force

tab year 

lab var grossunemp_enter_network_share "Unemployment shock (network share)"

* Results
display c(current_time)
reghdfe gov_solution grossunemp_enter_network_share, absorb(both ind2_year ocp_year educ_year) cluster(muni)
sum gov_solution if e(sample)==1
local mean_outcome=r(mean)
local sd_outcome=r(sd)
sum grossunemp_enter_network_share if e(sample)==1
local mean_shock=r(mean)
local sd_shock=r(sd)
outreg2 using "$output\TableA7_PanelB.xls", append nocons nor ctitle("Support non-market-based stimulus") bdec(3) sdec(3) adec(3) label keep(grossunemp_enter_network_share) ///
adds(Outcome mean,`mean_outcome', Outcome sd,`sd_outcome', Unemployment shock mean,`mean_shock',  Unemployment shock sd,`sd_shock')

display c(current_time)








***************************************************** VOTING LEFT (INTENTION) ******************************************************

use "Voting RF for Analysis - Last Year.dta", clear

* Merge in restricted i-k's 
merge 1:1 year unique unique_network using "i-k with j-k muni restriction"
keep if _merge==3
drop _merge

bysort unique year: egen grossunemp_enter_network_share=mean(grossunemp_enter_network)
drop *_network
duplicates drop unique year, force

tab year 

lab var grossunemp_enter_network_share "Unemployment shock (network share)"

* Results
display c(current_time)
reghdfe vote_left grossunemp_enter_network_share, absorb(both ind2_year ocp_year educ_year) cluster(muni)
sum vote_left if e(sample)==1
local mean_outcome=r(mean)
local sd_outcome=r(sd)
sum grossunemp_enter_network_share if e(sample)==1
local mean_shock=r(mean)
local sd_shock=r(sd)
outreg2 using "$output\TableA7_PanelB.xls", append nocons nor ctitle("Intend to vote for left party") bdec(3) sdec(3) adec(3) label keep(grossunemp_enter_network_share) ///
adds(Outcome mean,`mean_outcome', Outcome sd,`sd_outcome', Unemployment shock mean,`mean_shock',  Unemployment shock sd,`sd_shock')

display c(current_time)











***************************************************** VOTED LEFT ******************************************************

* These questions were only asked in 2011 - ie the year before which the shocks definitely occurred before the election

use "Voted RF for Analysis - Last Year.dta", clear

* Merge in restricted i-k's 
merge 1:1 year unique unique_network using "i-k with j-k muni restriction"
keep if _merge==3
drop _merge

bysort unique year: egen grossunemp_enter_network_share=mean(grossunemp_enter_network)
drop *_network
duplicates drop unique year, force

tab year 

lab var grossunemp_enter_network_share "Unemployment shock (network share)"

* Results
display c(current_time)
reghdfe voted_left_2011 grossunemp_enter_network_share, absorb(both ind2_year ocp_year educ_year) cluster(muni)
sum voted_left_2011 if e(sample)==1
local mean_outcome=r(mean)
local sd_outcome=r(sd)
sum grossunemp_enter_network_share if e(sample)==1
local mean_shock=r(mean)
local sd_shock=r(sd)
outreg2 using "$output\TableA7_PanelB.xls", append nocons nor ctitle("Voted for left party in 2001") bdec(3) sdec(3) adec(3) label keep(grossunemp_enter_network_share) ///
adds(Outcome mean,`mean_outcome', Outcome sd,`sd_outcome', Unemployment shock mean,`mean_shock',  Unemployment shock sd,`sd_shock')

display c(current_time)









































